{ "config": { "name": "cuda_inference_transformers_text-generation_openai-community/gpt2", "backend": { "name": "pytorch", "version": "2.2.2+rocm5.7", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "text-generation", "library": "transformers", "model": "openai-community/gpt2", "processor": "openai-community/gpt2", "device": "cuda", "device_ids": "0", "seed": 42, "inter_op_num_threads": null, "intra_op_num_threads": null, "model_kwargs": {}, "processor_kwargs": {}, "hub_kwargs": {}, "no_weights": true, "device_map": null, "torch_dtype": null, "eval_mode": true, "to_bettertransformer": false, "low_cpu_mem_usage": null, "attn_implementation": null, "cache_implementation": null, "autocast_enabled": false, "autocast_dtype": null, "torch_compile": false, "torch_compile_target": "forward", "torch_compile_config": {}, "quantization_scheme": null, "quantization_config": {}, "deepspeed_inference": false, "deepspeed_inference_config": {}, "peft_type": null, "peft_config": {} }, "scenario": { "name": "inference", "_target_": "optimum_benchmark.scenarios.inference.scenario.InferenceScenario", "iterations": 1, "duration": 1, "warmup_runs": 1, "input_shapes": { "batch_size": 1, "num_choices": 2, "sequence_length": 2 }, "new_tokens": null, "latency": true, "memory": true, "energy": false, "forward_kwargs": {}, "generate_kwargs": { "max_new_tokens": 2, "min_new_tokens": 2 }, "call_kwargs": { "num_inference_steps": 2 } }, "launcher": { "name": "process", "_target_": "optimum_benchmark.launchers.process.launcher.ProcessLauncher", "device_isolation": true, "device_isolation_action": "error", "start_method": "spawn" }, "environment": { "cpu": " AMD EPYC 7763 64-Core Processor", "cpu_count": 128, "cpu_ram_mb": 1082015.236096, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.15.0-84-generic-x86_64-with-glibc2.35", "processor": "x86_64", "python_version": "3.10.12", "gpu": [ "Advanced Micro Devices, Inc. [AMD/ATI]" ], "gpu_count": 1, "gpu_vram_mb": 68702699520, "optimum_benchmark_version": "0.2.1", "optimum_benchmark_commit": "eee61510ab9c7b38bd9807712fa942e2f5ba255c", "transformers_version": "4.40.2", "transformers_commit": null, "accelerate_version": "0.30.1", "accelerate_commit": null, "diffusers_version": "0.27.2", "diffusers_commit": null, "optimum_version": null, "optimum_commit": null, "timm_version": "1.0.3", "timm_commit": null, "peft_version": null, "peft_commit": null } }, "report": { "prefill": { "memory": { "unit": "MB", "max_ram": 1049.440256, "max_global_vram": 3317.379072, "max_process_vram": 276397.232128, "max_reserved": 725.614592, "max_allocated": 512.832512 }, "latency": { "unit": "s", "count": 59, "total": 0.5045977544784547, "mean": 0.008552504313194145, "stdev": 0.0006314856456043178, "p50": 0.00836286163330078, "p90": 0.009098027801513671, "p95": 0.00947589864730835, "p99": 0.010555883655548097, "values": [ 0.011071016311645508, 0.009344940185546874, 0.009475818634033203, 0.009223339080810546, 0.008847021102905273, 0.008209100723266602, 0.00838254165649414, 0.00810782241821289, 0.010182856559753418, 0.008085421562194824, 0.007884781837463379, 0.00836286163330078, 0.008488780975341797, 0.008294061660766601, 0.008058061599731445, 0.008196461677551269, 0.008266700744628906, 0.008046062469482421, 0.008310062408447266, 0.008050702095031738, 0.007941102027893067, 0.007931342124938965, 0.007919662952423096, 0.009026538848876954, 0.008007501602172852, 0.008967659950256347, 0.008909741401672363, 0.008970859527587891, 0.008919340133666992, 0.00889997959136963, 0.00892222023010254, 0.008943659782409668, 0.009046698570251465, 0.008981900215148926, 0.008939499855041505, 0.008911980628967284, 0.008904621124267579, 0.008925900459289551, 0.008904620170593262, 0.009476618766784668, 0.008916460037231445, 0.008968460083007812, 0.008181741714477539, 0.007863502979278564, 0.007886861801147461, 0.009066699981689453, 0.008878219604492187, 0.008724141120910644, 0.008302380561828613, 0.008352460861206055, 0.00811118221282959, 0.007876142978668213, 0.007882542133331298, 0.007861423015594482, 0.007887182235717773, 0.007860783100128175, 0.007865901947021484, 0.007890382766723632, 0.00788142204284668 ] }, "throughput": { "unit": "tokens/s", "value": 233.84963359966437 }, "energy": null, "efficiency": null }, "decode": { "memory": { "unit": "MB", "max_ram": 1049.440256, "max_global_vram": 3317.379072, "max_process_vram": 287178.719232, "max_reserved": 725.614592, "max_allocated": 513.056256 }, "latency": { "unit": "s", "count": 59, "total": 0.5048206238746642, "mean": 0.008556281760587531, "stdev": 0.0006110635471995656, "p50": 0.008332462310791015, "p90": 0.009147979736328126, "p95": 0.009366779136657715, "p99": 0.010375592651367189, "values": [ 0.009443819046020508, 0.009306538581848144, 0.009358219146728516, 0.00915053939819336, 0.008449260711669921, 0.008463821411132812, 0.008169740676879882, 0.00823358154296875, 0.008409741401672364, 0.008029261589050292, 0.008001103401184081, 0.008307500839233399, 0.008894539833068848, 0.008028621673583985, 0.008217901229858398, 0.008128461837768554, 0.007997262001037597, 0.008161581993103028, 0.0081511812210083, 0.008176941871643067, 0.008125421524047851, 0.008011981964111329, 0.008063021659851075, 0.008112462043762207, 0.008332462310791015, 0.008966540336608887, 0.009799017906188964, 0.00906541919708252, 0.009046219825744628, 0.00897517967224121, 0.009016619682312012, 0.009031180381774903, 0.009127180099487304, 0.009052300453186035, 0.008998379707336426, 0.008983498573303222, 0.008990058898925781, 0.00900302028656006, 0.011171814918518066, 0.008991499900817872, 0.009147339820861817, 0.009010858535766601, 0.007968942165374755, 0.007952301979064942, 0.00793870210647583, 0.008988459587097168, 0.008938380241394043, 0.008315980911254883, 0.008359182357788085, 0.008453420639038086, 0.007940462112426758, 0.007939981937408446, 0.00794958209991455, 0.007978382110595704, 0.00808126163482666, 0.007986382007598877, 0.007966541767120361, 0.007983500957489014, 0.007978062152862548 ] }, "throughput": { "unit": "tokens/s", "value": 116.87319655674048 }, "energy": null, "efficiency": null }, "per_token": { "memory": null, "latency": { "unit": "s", "count": 58, "total": 0.9909325056076047, "mean": 0.01708504320013112, "stdev": 0.0010563713632506311, "p50": 0.016710203170776365, "p90": 0.01854709510803223, "p95": 0.01872734327316284, "p99": 0.019322692260742187, "values": [ 0.018585397720336915, 0.018898197174072266, 0.01853067970275879, 0.0173585205078125, 0.01672540283203125, 0.016607002258300783, 0.01636572456359863, 0.018638198852539062, 0.016191003799438476, 0.015915803909301758, 0.016660282135009766, 0.017414520263671875, 0.016386844635009765, 0.01627132225036621, 0.016396284103393555, 0.01629500389099121, 0.01624156379699707, 0.01649116325378418, 0.016258523941040038, 0.016092283248901367, 0.015973883628845213, 0.015969884872436522, 0.017214040756225586, 0.016369564056396484, 0.017918039321899414, 0.01872443962097168, 0.01808955955505371, 0.01798859977722168, 0.01792251968383789, 0.017956439971923827, 0.018010679244995116, 0.018212440490722657, 0.01808219909667969, 0.01797835922241211, 0.017929239273071287, 0.017928760528564455, 0.017956920623779297, 0.01988539505004883, 0.018743797302246092, 0.01809996032714844, 0.01801339912414551, 0.016226844787597658, 0.015845404624938966, 0.01584748363494873, 0.018054040908813476, 0.017844120025634767, 0.017111162185668945, 0.016695003509521484, 0.01683500289916992, 0.016081243515014648, 0.015843645095825195, 0.015863003730773925, 0.015864925384521486, 0.01599900436401367, 0.015868925094604493, 0.015866363525390625, 0.015905083656311034, 0.015889404296875 ] }, "throughput": { "unit": "tokens/s", "value": 58.530727039210845 }, "energy": null, "efficiency": null } } }